Quant Methods For Business
Next to examine the relationship between shopping expenditures and consumer characteristics – specifically income, age and marital status using the data below. You want to see how each variable is related to expenditures, the ability of each variable to explain variations in spending and the effect of marital status, if any, upon spending.
|
|
Shopping Expenditure |
Income |
Age |
Married (1=Yes, 0=No) |
|
1 |
410 |
55 |
44 |
1 |
|
2 |
551 |
62 |
36 |
1 |
|
3 |
677 |
102 |
51 |
1 |
|
4 |
1120 |
225 |
49 |
0 |
|
5 |
325 |
48 |
34 |
0 |
|
6 |
334 |
32 |
28 |
1 |
|
7 |
200 |
26 |
24 |
0 |
|
8 |
400 |
44 |
36 |
1 |
|
9 |
648 |
98 |
42 |
1 |
|
10 |
550 |
72 |
50 |
1 |
|
11 |
350 |
55 |
36 |
0 |
|
12 |
375 |
63 |
27 |
0 |
|
13 |
149 |
18 |
19 |
0 |
|
14 |
475 |
62 |
35 |
1 |
|
15 |
350 |
55 |
43 |
0 |
|
16 |
298 |
40 |
29 |
1 |
|
17 |
235 |
33 |
24 |
0 |
|
18 |
580 |
99 |
52 |
0 |
|
19 |
1600 |
304 |
62 |
1 |
|
20 |
740 |
115 |
54 |
1 |
|
21 |
1180 |
203 |
58 |
1 |
|
22 |
500 |
88 |
43 |
0 |
|
23 |
445 |
55 |
32 |
1 |
|
24 |
278 |
42 |
30 |
0 |
|
25 |
115 |
26 |
25 |
0 |
|
26 |
456 |
73 |
34 |
1 |
|
27 |
189 |
21 |
20 |
0 |
|
28 |
455 |
38 |
33 |
1 |
|
29 |
302 |
39 |
25 |
0 |
|
30 |
255 |
36 |
29 |
1 |
|
31 |
168 |
41 |
31 |
1 |
|
32 |
255 |
29 |
23 |
0 |
|
33 |
315 |
37 |
33 |
1 |
|
34 |
730 |
116 |
42 |
1 |
|
35 |
552 |
69 |
44 |
1 |
|
36 |
488 |
84 |
30 |
0 |
|
37 |
545 |
77 |
36 |
1 |
|
38 |
750 |
145 |
34 |
0 |
|
39 |
545 |
66 |
55 |
1 |
|
40 |
499 |
70 |
53 |
1 |
|
41 |
602 |
82 |
46 |
1 |
|
42 |
488 |
51 |
39 |
1 |
|
43 |
415 |
49 |
31 |
1 |
|
44 |
444 |
66 |
38 |
0 |
|
45 |
322 |
34 |
26 |
1 |
|
46 |
145 |
22 |
21 |
0 |
|
47 |
111 |
19 |
22 |
0 |
|
48 |
810 |
155 |
38 |
0 |
|
49 |
1205 |
200 |
43 |
1 |
|
50 |
559 |
111 |
51 |
0 |
Using this data:
a. Generate a regression model to examine shopping expenditures. Explore all possible models, first using single independent variables (Xes) and then a multiple regression. Perform all appropriate analyses and hypothesis tests and then report your results in a memo and attach a statistical appendix detailing the hypothesis testing and other procedures that you have used in the analysis.
b. Select the best model and explain what the coefficients mean.
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